Title:

Hybrid type-2 wavelet-neuro-fuzzy network for prediction of business processes

Group publication title:

Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu

Title in english:

Sieć typu hybrid type-2 wavelet-neuro-fuzzy network do prognozowania procesów biznesowych

Creator:

Bodyanskiy, Yevgeniy ; Vynokurova, Olena

Subject and Keywords:

fuzzy systems ; network systems ; learning algorithm

Description:

Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu = Research Papers of Wrocław University of Economics, 2011, Nr 202, s. 9-21

Abstrakt:

In the paper the hybrid type-2 wavelet-neuro-fuzzy-system architecture is proposed. Such a system is approximated by an ensemble of type-1 wavelet-neuro-fuzzy-systems. The distinctive feature of the proposed system is usage of the type-2 fuzzy wavelets membership functions in the antecedent layer and the adaptive multidimensional wavelets as the activation functions in the consequent layers. The learning algorithms for all antecedent and consequent functions’ parameters and procedure of model type-reduction and defuzzification are proposed

Publisher:

Wydawnictwo Uniwersytetu Ekonomicznego we Wrocławiu

Place of publication:

Wrocław

Date:

2011

Resource Type:

artykuł

Format:

application/pdf

Language:

eng

Relation:

Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu = Research Papers of Wrocław University of Economics; 2011; Nr 202

Rights:

Wszystkie prawa zastrzeżone (Copyright)

Access Rights:

Dla wszystkich w zakresie dozwolonego użytku

Location:

Uniwersytet Ekonomiczny we Wrocławiu